{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "问题描述\n",
    "一、 数据说明： Pima Indians Diabetes Data Set（皮马印第安人糖尿病数据集） 根据现有的医疗信息预测5年内皮马印第安人糖尿病发作的概率。 \n",
    "数据链接：https://archive.ics.uci.edu/ml/datasets/Pima+Indians+Diabetes \n",
    "p.s.: Kaggle也有一个Practice Fusion Diabetes Classification任务，可以试试:) \n",
    "https://www.kaggle.com/c/pf2012-diabetes \n",
    "解题提示\n",
    "1) 文件说明 \n",
    "pima-indians-diabetes.csv：数据文件 \n",
    "\n",
    "2) 字段说明 \n",
    "数据集共9个字段: \n",
    "pregnants：怀孕次数 \n",
    "Plasma_glucose_concentration：口服葡萄糖耐量试验中2小时后的血浆葡萄糖浓度 \n",
    "blood_pressure：舒张压，单位:mm Hg \n",
    "Triceps_skin_fold_thickness：三头肌皮褶厚度，单位：mm \n",
    "serum_insulin：餐后血清胰岛素，单位:mm \n",
    "BMI：体重指数（体重（公斤）/ 身高（米）^2） \n",
    "Diabetes_pedigree_function：糖尿病家系作用 \n",
    "Age：年龄 \n",
    "Target：标签， 0表示不发病，1表示发病 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "#数据探索\n",
    "# 数据读取及基本处理\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "# plotting\n",
    "import seaborn as sn\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "params = {'legend.fontsize': 'x-large',\n",
    "          'figure.figsize': (30, 10),\n",
    "          'axes.labelsize': 'x-large',\n",
    "          'axes.titlesize':'x-large',\n",
    "          'xtick.labelsize':'x-large',\n",
    "          'ytick.labelsize':'x-large'}\n",
    "sn.set_style('whitegrid')\n",
    "sn.set_context('talk')\n",
    "\n",
    "plt.rcParams.update(params)\n",
    "pd.options.display.max_colwidth = 600"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>148</td>\n",
       "      <td>72</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>33.6</td>\n",
       "      <td>0.627</td>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>66</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>26.6</td>\n",
       "      <td>0.351</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>183</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23.3</td>\n",
       "      <td>0.672</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>66</td>\n",
       "      <td>23</td>\n",
       "      <td>94</td>\n",
       "      <td>28.1</td>\n",
       "      <td>0.167</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>137</td>\n",
       "      <td>40</td>\n",
       "      <td>35</td>\n",
       "      <td>168</td>\n",
       "      <td>43.1</td>\n",
       "      <td>2.288</td>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "0          6                           148              72   \n",
       "1          1                            85              66   \n",
       "2          8                           183              64   \n",
       "3          1                            89              66   \n",
       "4          0                           137              40   \n",
       "\n",
       "   Triceps_skin_fold_thickness  serum_insulin   BMI  \\\n",
       "0                           35              0  33.6   \n",
       "1                           29              0  26.6   \n",
       "2                            0              0  23.3   \n",
       "3                           23             94  28.1   \n",
       "4                           35            168  43.1   \n",
       "\n",
       "   Diabetes_pedigree_function  Age  Target  \n",
       "0                       0.627   50       1  \n",
       "1                       0.351   31       0  \n",
       "2                       0.672   32       1  \n",
       "3                       0.167   21       0  \n",
       "4                       2.288   33       1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#读入数据\n",
    "train = pd.read_csv('./pima-indians-diabetes.csv')\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768, 9)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#查看数据样本和特征维度\n",
    "train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 768 entries, 0 to 767\n",
      "Data columns (total 9 columns):\n",
      "pregnants                       768 non-null int64\n",
      "Plasma_glucose_concentration    768 non-null int64\n",
      "blood_pressure                  768 non-null int64\n",
      "Triceps_skin_fold_thickness     768 non-null int64\n",
      "serum_insulin                   768 non-null int64\n",
      "BMI                             768 non-null float64\n",
      "Diabetes_pedigree_function      768 non-null float64\n",
      "Age                             768 non-null int64\n",
      "Target                          768 non-null int64\n",
      "dtypes: float64(2), int64(7)\n",
      "memory usage: 54.1 KB\n"
     ]
    }
   ],
   "source": [
    "#查看数据基本情况 数值范围以及类型\n",
    "train.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>pregnants</th>\n",
       "      <th>Plasma_glucose_concentration</th>\n",
       "      <th>blood_pressure</th>\n",
       "      <th>Triceps_skin_fold_thickness</th>\n",
       "      <th>serum_insulin</th>\n",
       "      <th>BMI</th>\n",
       "      <th>Diabetes_pedigree_function</th>\n",
       "      <th>Age</th>\n",
       "      <th>Target</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "      <td>768.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.845052</td>\n",
       "      <td>120.894531</td>\n",
       "      <td>69.105469</td>\n",
       "      <td>20.536458</td>\n",
       "      <td>79.799479</td>\n",
       "      <td>31.992578</td>\n",
       "      <td>0.471876</td>\n",
       "      <td>33.240885</td>\n",
       "      <td>0.348958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>3.369578</td>\n",
       "      <td>31.972618</td>\n",
       "      <td>19.355807</td>\n",
       "      <td>15.952218</td>\n",
       "      <td>115.244002</td>\n",
       "      <td>7.884160</td>\n",
       "      <td>0.331329</td>\n",
       "      <td>11.760232</td>\n",
       "      <td>0.476951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.078000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>62.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27.300000</td>\n",
       "      <td>0.243750</td>\n",
       "      <td>24.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000</td>\n",
       "      <td>117.000000</td>\n",
       "      <td>72.000000</td>\n",
       "      <td>23.000000</td>\n",
       "      <td>30.500000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>0.372500</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>140.250000</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>32.000000</td>\n",
       "      <td>127.250000</td>\n",
       "      <td>36.600000</td>\n",
       "      <td>0.626250</td>\n",
       "      <td>41.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>17.000000</td>\n",
       "      <td>199.000000</td>\n",
       "      <td>122.000000</td>\n",
       "      <td>99.000000</td>\n",
       "      <td>846.000000</td>\n",
       "      <td>67.100000</td>\n",
       "      <td>2.420000</td>\n",
       "      <td>81.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        pregnants  Plasma_glucose_concentration  blood_pressure  \\\n",
       "count  768.000000                    768.000000      768.000000   \n",
       "mean     3.845052                    120.894531       69.105469   \n",
       "std      3.369578                     31.972618       19.355807   \n",
       "min      0.000000                      0.000000        0.000000   \n",
       "25%      1.000000                     99.000000       62.000000   \n",
       "50%      3.000000                    117.000000       72.000000   \n",
       "75%      6.000000                    140.250000       80.000000   \n",
       "max     17.000000                    199.000000      122.000000   \n",
       "\n",
       "       Triceps_skin_fold_thickness  serum_insulin         BMI  \\\n",
       "count                   768.000000     768.000000  768.000000   \n",
       "mean                     20.536458      79.799479   31.992578   \n",
       "std                      15.952218     115.244002    7.884160   \n",
       "min                       0.000000       0.000000    0.000000   \n",
       "25%                       0.000000       0.000000   27.300000   \n",
       "50%                      23.000000      30.500000   32.000000   \n",
       "75%                      32.000000     127.250000   36.600000   \n",
       "max                      99.000000     846.000000   67.100000   \n",
       "\n",
       "       Diabetes_pedigree_function         Age      Target  \n",
       "count                  768.000000  768.000000  768.000000  \n",
       "mean                     0.471876   33.240885    0.348958  \n",
       "std                      0.331329   11.760232    0.476951  \n",
       "min                      0.078000   21.000000    0.000000  \n",
       "25%                      0.243750   24.000000    0.000000  \n",
       "50%                      0.372500   29.000000    0.000000  \n",
       "75%                      0.626250   41.000000    1.000000  \n",
       "max                      2.420000   81.000000    1.000000  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#对数据值型特征，用常用统计量观察其分布\n",
    "train.describe()\n",
    "#count非缺失值条数  mean 均值 std标准差 min最小值  25% 1/4中位数  50% 中位数 75 3/4中位数 max最大值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Plasma_glucose_concentration      5\n",
      "blood_pressure                   35\n",
      "Triceps_skin_fold_thickness     227\n",
      "serum_insulin                   374\n",
      "BMI                              11\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "NaN_col_names = ['Plasma_glucose_concentration','blood_pressure','Triceps_skin_fold_thickness','serum_insulin','BMI']\n",
    "print((train[NaN_col_names] == 0).sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.countplot(train['Target'])\n",
    "plt.xlabel('Diabetes')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "### Number of occurrences\n",
    "sn.countplot(train['pregnants'])\n",
    "plt.xlabel('Number of pregnants')\n",
    "plt.ylabel('Number of occurrences')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f98720d8780>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.countplot(x=\"pregnants\", hue=\"Target\",data=train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Number of occurrences')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sn.distplot(train.Plasma_glucose_concentration, kde = False)\n",
    "plt.xlabel('Plasma_glucose_concentration')\n",
    "plt.ylabel('Number of occurrences')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(x='Target', y='Plasma_glucose_concentration', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Plasma_glucose_concentration', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sn.distplot(train.blood_pressure, kde = False)\n",
    "plt.xlabel('blood_pressure')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(x='Target', y='blood_pressure', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('blood_pressure', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sn.distplot(train.Triceps_skin_fold_thickness, kde = False)\n",
    "plt.xlabel('Triceps_skin_fold_thickness')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(x='Target', y='Triceps_skin_fold_thickness', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('Triceps_skin_fold_thickness', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sn.distplot(train.serum_insulin, kde = False)\n",
    "plt.xlabel('serum_insulin')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(x='Target', y='serum_insulin', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('serum_insulin', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sn.distplot(train.BMI, kde = False)\n",
    "plt.xlabel('BMI')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sn.violinplot(x='Target', y='BMI', data=train, hue=\"Target\")\n",
    "plt.xlabel('Diabetes', fontsize=12)\n",
    "plt.ylabel('BMI', fontsize=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f986fb0fc18>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "BMIDF = train.groupby(['BMI', 'Target'])['BMI'].count().unstack('Target').fillna(0)\n",
    "BMIDF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Diabetes_pedigree_function，糖尿病家系作用\n",
    "fig = plt.figure()\n",
    "sn.distplot(train.Diabetes_pedigree_function, kde = False)\n",
    "plt.xlabel('Diabetes_pedigree_function')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f986f401da0>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Diabetes_pedigree_function', 'Target'])['Diabetes_pedigree_function'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'frequency')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "sn.distplot(train.Age, kde = False)\n",
    "plt.xlabel('Age')\n",
    "plt.ylabel('frequency')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f986e51e630>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "DF = train.groupby(['Age', 'Target'])['Age'].count().unstack('Target').fillna(0)\n",
    "DF[[0,1]].plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f986cb16908>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data_corr = train.corr().abs()\n",
    "\n",
    "plt.subplots(figsize=(13, 9))\n",
    "sn.heatmap(data_corr,annot=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for feature in train.columns:\n",
    "    sn.distplot(train[feature],kde = False)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
